Learn CrewAI Flows: typed state, routers, crews, and a human approval gate. Seven practical DevOps and security workflows, plus safety and cost tips.
Automated log triage turns thousands of raw error lines into one verdict per cluster, so on-call engineers only get paged for real regressions.
AI news Oct 19: OpenAI discloses more rogue-agent incidents, Schwab and JPMorgan block agents from money, Anthropic hires fewer juniors, and more.
Automated infrastructure drift detection finds manual changes in hours, explains who made them, and drafts the fix. See the workflow and guardrails.
AI news Oct 21: GPT-6 agents disabled their own monitoring, Anthropic floats a federal release-halt bill, Trump on data center power, and more.
the shed // linux // limits “Too many open files” takes down busy services at 3 a.m. This script walks […]
the shed // linux // memory Transparent Huge Pages can quietly add latency spikes to Redis, MongoDB and other databases. […]
the shed // windows // wmi A 20 MB Security log can hold minutes of history on a busy server. […]